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AI Visibility Scorecard
Softmax — Scaling Alignment
softmax.com · Technology
Somewhat visible. AI bots can read Softmax — Scaling Alignment, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
Claude · Apple Intelligence
#180,081 of 2,623,115 in Technology for AI visibility
6.1
/10
AEO Score
About Softmax — Scaling Alignment
from our crawl and measurement
Softmax Scaling Alignment describes itself simply: "An independent research lab building the science of organic alignment through multi-agent reinforcement learning." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.1 out of 10, readable in places and missing in others.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
Clear headings and answer-style content.
Entity Clarity
3
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
9
Inbound links from other sites.
Domain Trust
4
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
4
Forum and community discussion.
0
No Reddit mentions found yet.
What this score means
Your AEO score measures whether AI search engines - ChatGPT, Claude, Perplexity, Gemini - can actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 6.1/10, Softmax — Scaling Alignment has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Softmax — Scaling Alignment
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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Source & Attribution
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/softmax
Cite this score: Engagemii (2026). "AEO Score for Softmax — Scaling Alignment." Retrieved from https://engagemii.com/aeo/brands/softmax
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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